Pandas Profiling Report

Dataset statistics

Number of variables	11
Number of observations	1000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	126.0 KiB
Average record size in memory	129.1 B

Variable types

Numeric	10
Categorical	1

Alerts

`WTT` is highly correlated with `TARGET CLASS`	High correlation
`EQW` is highly correlated with `TARGET CLASS`	High correlation
`PJF` is highly correlated with `TARGET CLASS`	High correlation
`HQE` is highly correlated with `TARGET CLASS`	High correlation
`TARGET CLASS` is highly correlated with `WTT` and 4 other fields	High correlation
`PTI` is highly correlated with `TARGET CLASS`	High correlation
`TARGET CLASS` is uniformly distributed	Uniform
`WTT` has unique values	Unique
`PTI` has unique values	Unique
`EQW` has unique values	Unique
`SBI` has unique values	Unique
`LQE` has unique values	Unique
`QWG` has unique values	Unique
`FDJ` has unique values	Unique
`PJF` has unique values	Unique
`HQE` has unique values	Unique
`NXJ` has unique values	Unique

Reproduction

Analysis started	2022-12-17 16:28:49.217295
Analysis finished	2022-12-17 16:31:19.934017
Duration	2 minutes and 30.72 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

WTT
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9496815136

Minimum	0.1744116684
Maximum	1.721779169
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0.1744116684
5-th percentile	0.4808126997
Q1	0.742357677
median	0.9404750904
Q3	1.163294705
95-th percentile	1.422647519
Maximum	1.721779169
Range	1.547367501
Interquartile range (IQR)	0.4209370277

Descriptive statistics

Standard deviation	0.2896352517
Coefficient of variation (CV)	0.3049814569
Kurtosis	-0.5121417265
Mean	0.9496815136
Median Absolute Deviation (MAD)	0.2104888157
Skewness	0.07022360441
Sum	949.6815136
Variance	0.083888579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9139173266	1	0.1%
0.7430125453	1	0.1%
0.6626488025	1	0.1%
1.235416747	1	0.1%
1.213681799	1	0.1%
0.7105898512	1	0.1%
0.6523422585	1	0.1%
1.336545333	1	0.1%
1.29002758	1	0.1%
0.644012215	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1744116684	1	0.1%
0.1817337413	1	0.1%
0.2404062646	1	0.1%
0.2538020688	1	0.1%
0.2726425829	1	0.1%
0.2891091002	1	0.1%
0.306564497	1	0.1%
0.3205589742	1	0.1%
0.3288795051	1	0.1%
0.3356411092	1	0.1%

Value	Count	Frequency (%)
1.721779169	1	0.1%
1.672816756	1	0.1%
1.66737123	1	0.1%
1.650502508	1	0.1%
1.6429327	1	0.1%
1.626460557	1	0.1%
1.613931185	1	0.1%
1.609884695	1	0.1%
1.606845381	1	0.1%
1.605452048	1	0.1%

PTI
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.114302541

Minimum	0.4413981003
Maximum	1.833756552
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0.4413981003
5-th percentile	0.6927410833
Q1	0.9420706036
median	1.118486147
Q3	1.307904307
95-th percentile	1.521919468
Maximum	1.833756552
Range	1.392358452
Interquartile range (IQR)	0.3658337037

Descriptive statistics

Standard deviation	0.2570852621
Coefficient of variation (CV)	0.2307140589
Kurtosis	-0.4065297047
Mean	1.114302541
Median Absolute Deviation (MAD)	0.1836738127
Skewness	-0.1012422881
Sum	1114.302541
Variance	0.06609283201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.162072708	1	0.1%
0.9264878669	1	0.1%
1.125348779	1	0.1%
0.9968747508	1	0.1%
1.002935764	1	0.1%
0.7256282071	1	0.1%
1.374980925	1	0.1%
0.9741938882	1	0.1%
0.9253251045	1	0.1%
1.103316073	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.4413981003	1	0.1%
0.4449982481	1	0.1%
0.4574129515	1	0.1%
0.465264244	1	0.1%
0.4653423606	1	0.1%
0.4667327422	1	0.1%
0.4672097517	1	0.1%
0.482050426	1	0.1%
0.5018571338	1	0.1%
0.5151114026	1	0.1%

Value	Count	Frequency (%)
1.833756552	1	0.1%
1.803524108	1	0.1%
1.752338907	1	0.1%
1.744868226	1	0.1%
1.741634027	1	0.1%
1.714327545	1	0.1%
1.70561871	1	0.1%
1.691621649	1	0.1%
1.687262977	1	0.1%
1.66182033	1	0.1%

EQW
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8341268969

Minimum	0.1709236281
Maximum	1.722724755
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0.1709236281
5-th percentile	0.3987435258
Q1	0.6154512591
median	0.8132641236
Q3	1.028340048
95-th percentile	1.34386783
Maximum	1.722724755
Range	1.551801127
Interquartile range (IQR)	0.4128887884

Descriptive statistics

Standard deviation	0.2915538503
Coefficient of variation (CV)	0.3495317696
Kurtosis	-0.4075914236
Mean	0.8341268969
Median Absolute Deviation (MAD)	0.2071741209
Skewness	0.2972757418
Sum	834.1268969
Variance	0.08500364765
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5679458537	1	0.1%
1.487607066	1	0.1%
0.7728113935	1	0.1%
0.7349895271	1	0.1%
0.4508220029	1	0.1%
0.9741719521	1	0.1%
1.345231531	1	0.1%
0.7483447316	1	0.1%
0.3754668681	1	0.1%
0.5913193482	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1709236281	1	0.1%
0.1943657396	1	0.1%
0.2283328791	1	0.1%
0.2304810023	1	0.1%
0.2315243089	1	0.1%
0.2341003131	1	0.1%
0.2465189981	1	0.1%
0.2668469711	1	0.1%
0.2685413452	1	0.1%
0.2758557345	1	0.1%

Value	Count	Frequency (%)
1.722724755	1	0.1%
1.676862259	1	0.1%
1.66838248	1	0.1%
1.608669784	1	0.1%
1.587804167	1	0.1%
1.575248407	1	0.1%
1.574275919	1	0.1%
1.572074523	1	0.1%
1.554618939	1	0.1%
1.546473722	1	0.1%

SBI
Real number (ℝ_≥0)

UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6820993715

Minimum	0.04502666641
Maximum	1.634884045
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0.04502666641
5-th percentile	0.3233374095
Q1	0.5150097868
median	0.6768346403
Q3	0.834316777
95-th percentile	1.059452011
Maximum	1.634884045
Range	1.589857379
Interquartile range (IQR)	0.3193069902

Descriptive statistics

Standard deviation	0.2296450242
Coefficient of variation (CV)	0.3366738539
Kurtosis	0.1783451761
Mean	0.6820993715
Median Absolute Deviation (MAD)	0.1595191286
Skewness	0.274569445
Sum	682.0993715
Variance	0.05273683712
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.755463896	1	0.1%
0.6816296101	1	0.1%
0.6361889562	1	0.1%
0.4009010733	1	0.1%
0.9201802073	1	0.1%
0.7485128166	1	0.1%
0.5458113744	1	0.1%
0.6023782933	1	0.1%
0.7424022647	1	0.1%
0.8556319051	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.04502666641	1	0.1%
0.1089857234	1	0.1%
0.1557459146	1	0.1%
0.1680355595	1	0.1%
0.1721797687	1	0.1%
0.1789914308	1	0.1%
0.1882778595	1	0.1%
0.1898359192	1	0.1%
0.1995008585	1	0.1%
0.2064183495	1	0.1%

Value	Count	Frequency (%)
1.634884045	1	0.1%
1.52991655	1	0.1%
1.478041375	1	0.1%
1.475274224	1	0.1%
1.409810923	1	0.1%
1.402532945	1	0.1%
1.299420834	1	0.1%
1.279163769	1	0.1%
1.254622016	1	0.1%
1.242004404	1	0.1%

LQE
Real number (ℝ_≥0)

UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.032336328

Minimum	0.3153070078
Maximum	1.650049589
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0.3153070078
5-th percentile	0.627152476
Q1	0.8708551591
median	1.035824471
Q3	1.198270028
95-th percentile	1.437827032
Maximum	1.650049589
Range	1.334742581
Interquartile range (IQR)	0.3274148684

Descriptive statistics

Standard deviation	0.2434129535
Coefficient of variation (CV)	0.2357884216
Kurtosis	-0.2495605744
Mean	1.032336328
Median Absolute Deviation (MAD)	0.1643464036
Skewness	-0.02598465764
Sum	1032.336328
Variance	0.05924986592
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7808615715	1	0.1%
1.029347127	1	0.1%
0.9573980952	1	0.1%
0.8893712648	1	0.1%
0.8027299096	1	0.1%
1.299262364	1	0.1%
1.109659157	1	0.1%
0.9075584296	1	0.1%
1.211005455	1	0.1%
0.7386270711	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3153070078	1	0.1%
0.3584849745	1	0.1%
0.4088893895	1	0.1%
0.4301051775	1	0.1%
0.4346045631	1	0.1%
0.4409280045	1	0.1%
0.4586505245	1	0.1%
0.4650431721	1	0.1%
0.4751235028	1	0.1%
0.4764174176	1	0.1%

Value	Count	Frequency (%)
1.650049589	1	0.1%
1.648875092	1	0.1%
1.641202432	1	0.1%
1.634041984	1	0.1%
1.63169299	1	0.1%
1.614740565	1	0.1%
1.612146705	1	0.1%
1.609249562	1	0.1%
1.608789835	1	0.1%
1.608612004	1	0.1%

QWG
Real number (ℝ_≥0)

UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.943534342

Minimum	0.2623888469
Maximum	1.666902352
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0.2623888469
5-th percentile	0.5416434764
Q1	0.7610635317
median	0.9415016708
Q3	1.123060095
95-th percentile	1.380566821
Maximum	1.666902352
Range	1.404513505
Interquartile range (IQR)	0.3619965632

Descriptive statistics

Standard deviation	0.2561205966
Coefficient of variation (CV)	0.2714480917
Kurtosis	-0.4060584667
Mean	0.943534342
Median Absolute Deviation (MAD)	0.1813122866
Skewness	0.06334905949
Sum	943.534342
Variance	0.06559776001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3526077229	1	0.1%
0.7320246521	1	0.1%
1.110973194	1	0.1%
0.7244154707	1	0.1%
0.6666676409	1	0.1%
1.207131529	1	0.1%
0.4623383627	1	0.1%
0.8543795643	1	0.1%
0.7844087117	1	0.1%
1.221246445	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2623888469	1	0.1%
0.3080153017	1	0.1%
0.3092977209	1	0.1%
0.3498897349	1	0.1%
0.3526077229	1	0.1%
0.3554714335	1	0.1%
0.3582541111	1	0.1%
0.3600381752	1	0.1%
0.3618962529	1	0.1%
0.3819627871	1	0.1%

Value	Count	Frequency (%)
1.666902352	1	0.1%
1.638659452	1	0.1%
1.617597444	1	0.1%
1.614625772	1	0.1%
1.58649738	1	0.1%
1.545570774	1	0.1%
1.534618709	1	0.1%
1.526139323	1	0.1%
1.522614977	1	0.1%
1.513319615	1	0.1%

FDJ
Real number (ℝ_≥0)

UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9634218685

Minimum	0.2952280856
Maximum	1.713342229
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0.2952280856
5-th percentile	0.5590828785
Q1	0.7844066602
median	0.9453330074
Q3	1.134851932
95-th percentile	1.403975101
Maximum	1.713342229
Range	1.418114144
Interquartile range (IQR)	0.3504452715

Descriptive statistics

Standard deviation	0.2551180291
Coefficient of variation (CV)	0.2648040671
Kurtosis	-0.1679881805
Mean	0.9634218685
Median Absolute Deviation (MAD)	0.1715011222
Skewness	0.2071411911
Sum	963.4218685
Variance	0.06508520879
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.759696914	1	0.1%
0.8587153447	1	0.1%
0.9149322787	1	0.1%
0.5948379823	1	0.1%
0.5024874003	1	0.1%
1.40604544	1	0.1%
1.165053972	1	0.1%
1.115483475	1	0.1%
1.115909653	1	0.1%
0.3966606595	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2952280856	1	0.1%
0.2963172193	1	0.1%
0.3132418139	1	0.1%
0.3375101986	1	0.1%
0.3745369021	1	0.1%
0.3868020568	1	0.1%
0.3927399394	1	0.1%
0.3966606595	1	0.1%
0.4016172013	1	0.1%
0.4027985706	1	0.1%

Value	Count	Frequency (%)
1.713342229	1	0.1%
1.670574191	1	0.1%
1.664493151	1	0.1%
1.658007007	1	0.1%
1.644847684	1	0.1%
1.626350711	1	0.1%
1.621366508	1	0.1%
1.619000487	1	0.1%
1.603258231	1	0.1%
1.59719846	1	0.1%

PJF
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.071960499

Minimum	0.299475657
Maximum	1.785419625
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0.299475657
5-th percentile	0.5936087274
Q1	0.8663056482
median	1.065500415
Q3	1.283155729
95-th percentile	1.541567978
Maximum	1.785419625
Range	1.485943968
Interquartile range (IQR)	0.4168500811

Descriptive statistics

Standard deviation	0.2889816433
Coefficient of variation (CV)	0.269582362
Kurtosis	-0.5158956688
Mean	1.071960499
Median Absolute Deviation (MAD)	0.2108338788
Skewness	-0.02348483043
Sum	1071.960499
Variance	0.08351039015
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6437975644	1	0.1%
0.9072725957	1	0.1%
1.443493295	1	0.1%
0.6751894404	1	0.1%
1.237750986	1	0.1%
1.300446179	1	0.1%
1.174727714	1	0.1%
0.8873550209	1	0.1%
1.258467311	1	0.1%
1.252114392	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.299475657	1	0.1%
0.3197523383	1	0.1%
0.3698407711	1	0.1%
0.3738711871	1	0.1%
0.3834068138	1	0.1%
0.3895844195	1	0.1%
0.4093993839	1	0.1%
0.4131360351	1	0.1%
0.4232938122	1	0.1%
0.426017464	1	0.1%

Value	Count	Frequency (%)
1.785419625	1	0.1%
1.7658416	1	0.1%
1.764700626	1	0.1%
1.74191894	1	0.1%
1.732826292	1	0.1%
1.726211771	1	0.1%
1.71242973	1	0.1%
1.70921443	1	0.1%
1.705175538	1	0.1%
1.69918683	1	0.1%

HQE
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.15825079

Minimum	0.3651566099
Maximum	1.885690085
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0.3651566099
5-th percentile	0.6591256707
Q1	0.9343401315
median	1.165556198
Q3	1.383173101
95-th percentile	1.614934953
Maximum	1.885690085
Range	1.520533475
Interquartile range (IQR)	0.44883297

Descriptive statistics

Standard deviation	0.2937375166
Coefficient of variation (CV)	0.2536044171
Kurtosis	-0.6934295182
Mean	1.15825079
Median Absolute Deviation (MAD)	0.2244629606
Skewness	-0.1246263155
Sum	1158.25079
Variance	0.08628172867
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8794220914	1	0.1%
0.7075114508	1	0.1%
0.768098249	1	0.1%
1.372774696	1	0.1%
1.249505797	1	0.1%
1.154713681	1	0.1%
0.8415126683	1	0.1%
1.167486411	1	0.1%
1.451538428	1	0.1%
1.360369402	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3651566099	1	0.1%
0.3862998181	1	0.1%
0.3998860652	1	0.1%
0.4069163934	1	0.1%
0.4213115046	1	0.1%
0.5066174112	1	0.1%
0.5103502607	1	0.1%
0.5156268934	1	0.1%
0.515960949	1	0.1%
0.5228766445	1	0.1%

Value	Count	Frequency (%)
1.885690085	1	0.1%
1.827586099	1	0.1%
1.819304674	1	0.1%
1.804361654	1	0.1%
1.785440077	1	0.1%
1.768134227	1	0.1%
1.762923675	1	0.1%
1.761104916	1	0.1%
1.749759729	1	0.1%
1.749291172	1	0.1%

NXJ
Real number (ℝ_≥0)

UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.362724598

Minimum	0.6396927474
Maximum	1.893949603
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0.6396927474
5-th percentile	1.009314364
Q1	1.222622614
median	1.37536799
Q3	1.504831903
95-th percentile	1.677427964
Maximum	1.893949603
Range	1.254256856
Interquartile range (IQR)	0.2822092897

Descriptive statistics

Standard deviation	0.2042250234
Coefficient of variation (CV)	0.1498652213
Kurtosis	0.0121978312
Mean	1.362724598
Median Absolute Deviation (MAD)	0.1426250013
Skewness	-0.2380995959
Sum	1362.724598
Variance	0.04170786019
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.231409437	1	0.1%
1.634548454	1	0.1%
1.64395458	1	0.1%
1.136434707	1	0.1%
1.36061113	1	0.1%
1.604574587	1	0.1%
1.170456135	1	0.1%
1.762108989	1	0.1%
1.280676292	1	0.1%
1.004953232	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.6396927474	1	0.1%
0.6414993489	1	0.1%
0.7033250537	1	0.1%
0.7258232978	1	0.1%
0.741047737	1	0.1%
0.7726366324	1	0.1%
0.7853303416	1	0.1%
0.8329479411	1	0.1%
0.8804084513	1	0.1%
0.8831110215	1	0.1%

Value	Count	Frequency (%)
1.893949603	1	0.1%
1.893014317	1	0.1%
1.890761792	1	0.1%
1.888675226	1	0.1%
1.865059518	1	0.1%
1.853902785	1	0.1%
1.851324002	1	0.1%
1.830225923	1	0.1%
1.829284956	1	0.1%
1.813143603	1	0.1%

TARGET CLASS
Categorical

HIGH CORRELATION
UNIFORM

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.6 KiB

1	500
0	500

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	500	50.0%
0	500	50.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
1	500	50.0%
0	500	50.0%

Most occurring characters

Value	Count	Frequency (%)
1	500	50.0%
0	500	50.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	500	50.0%
0	500	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	500	50.0%
0	500	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	500	50.0%
0	500	50.0%

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	WTT	PTI	EQW	SBI	LQE	QWG	FDJ	PJF	HQE	NXJ	TARGET CLASS
0	0.913917	1.162073	0.567946	0.755464	0.780862	0.352608	0.759697	0.643798	0.879422	1.231409	1
1	0.635632	1.003722	0.535342	0.825645	0.924109	0.648450	0.675334	1.013546	0.621552	1.492702	0
2	0.721360	1.201493	0.921990	0.855595	1.526629	0.720781	1.626351	1.154483	0.957877	1.285597	0
3	1.234204	1.386726	0.653046	0.825624	1.142504	0.875128	1.409708	1.380003	1.522692	1.153093	1
4	1.279491	0.949750	0.627280	0.668976	1.232537	0.703727	1.115596	0.646691	1.463812	1.419167	1
5	0.833928	1.523302	1.104743	1.021139	1.107377	1.010930	1.279538	1.280677	0.510350	1.528044	0
6	0.944705	1.251761	1.074885	0.286473	0.996440	0.428860	0.910805	0.755305	1.111800	1.110842	0
7	0.816174	1.088392	0.895343	0.243860	0.943123	1.045131	1.146536	1.341886	1.225324	1.425784	0
8	0.776551	1.463812	0.783825	0.337278	0.742215	1.072756	0.880300	1.312951	1.118165	1.225922	0
9	0.772280	0.515111	0.891596	0.940862	1.430568	0.885876	1.205231	0.596858	1.542580	0.981879	1

Last rows

	WTT	PTI	EQW	SBI	LQE	QWG	FDJ	PJF	HQE	NXJ	TARGET CLASS
990	0.876112	0.942414	1.060605	1.478041	0.818773	1.473635	1.306364	1.297386	0.522877	1.286394	0
991	1.102612	1.007163	0.535051	0.633220	0.736791	0.864663	1.080128	1.230731	1.180497	1.677409	1
992	0.809627	1.602700	0.990945	0.649933	1.118883	0.899837	0.919117	1.608892	0.978616	1.275621	0
993	0.733687	1.049636	0.729194	0.851512	1.552015	0.954450	0.469426	0.862135	1.464802	1.088759	1
994	1.212650	0.839062	0.456012	0.773420	1.091210	0.794378	0.736621	1.162377	1.512756	1.415168	1
995	1.010953	1.034006	0.853116	0.622460	1.036610	0.586240	0.746811	0.319752	1.117340	1.348517	1
996	0.575529	0.955786	0.941835	0.792882	1.414277	1.269540	1.055928	0.713193	0.958684	1.663489	0
997	1.135470	0.982462	0.781905	0.916738	0.901031	0.884738	0.386802	0.389584	0.919191	1.385504	1
998	1.084894	0.861769	0.407158	0.665696	1.608612	0.943859	0.855806	1.061338	1.277456	1.188063	1
999	0.837460	0.961184	0.417006	0.799784	0.934399	0.424762	0.778234	0.907962	1.257190	1.364837	1

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows